Deep Learning - 21st century revolutions

Created over 5 years ago, updated 5 months ago

ID27046

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## 2015 [Review - Deep learning](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5073/NatureDeepReview.pdf)
Yann LeCun, Yoshua Bengio, Geoffrey Hinton

[Deep Learning: A Crash Course](https://www.youtube.com/watch?v=r0Ogt-q956I) video

- [Unsupervised learning by competing hidden units](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5074/hopfield%2Bunsupervised.pdf) 2019 - Dmitry Krotov and John J. Hopfield

## classics [ImageNet Classification with Deep Convolutional Neural Networks - Alex Krizhevsky](https://papers.nips.cc/paper/2012/file/c399862d3b9d6b76c8436e924a68c45b-Paper.pdf)

## Hype recognition

[Machine Learning: The Great Stagnation](https://towardsdatascience.com/machine-learning-the-great-stagnation-3a0f044e17e0)
The bureaucrats are running the asylum - Mark Saroufim Dec 5, 2020

[The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks](https://arxiv.org/abs/1803.03635) Jonathan Frankle, Michael Carbin

- [ML and NLP Publications in 2020](https://www.marekrei.com/blog/ml-and-nlp-publications-in-2020/)Copy